How to avoid particle data being stored in blend file to make it smaller?
In your particle system tab there is a minimized subsection called Cache.  If you open that up and check the Disk Cache checkbox and Bake, that will cause your particle data to be stashed in a directory called blendcache_something/ and not in your .blend file.